Yet another list of GPU benchmarks:

NLP / NLP Papers

While the relations word2vec captured had an intuitive and almost magical quality to them, later studies showed that there is nothing inherently special about word2vec: Word embeddings can also be learned via matrix factorization (Pennington et al, 2014; Levy & Goldberg, 2014)and with proper tuning, classic matrix factorization approaches like SVD and LSA achieve similar results (Levy et al., 2015)